Skip to main content

ETHNOS_APP

Home • Search • Journals • List 0

Conceptual structure and thematic evolution in partial least squares structural equation modeling research

Bibliographic Data

ID21377751
AuthorsMario Angelelli (0000-0002-9782-7834, University of Salento, corresponding author), Enrico Ciavolino (0000-0003-3955-4310, University of Salento), Christian M Ringle (0000-0002-7027-8804, Universität Hamburg), Marko Sarstedt (0000-0002-5424-4268, Babeș-Bolyai University), Massimo Aria (0000-0002-8517-9411, University of Naples Federico II)
Year2025
Volume59
Issue3
Pages2753-2798
Publication date2025-06-01
Peer ReviewedYes
Open AccessYes
TypeARTICLE
VenueQuality & Quantity (JOURNAL)
Journal identifiersISSN: 0033-5177 • E-ISSN: 1573-7845
PublisherSpringer Science and Business Media LLC (PUBLISHER)
DOI10.1007/s11135-025-02071-4
OpenAlexW4408181283
LanguageEN
Citations received1
References cited180

Structural equation modeling (SEM) using partial least squares (PLS) has received considerable attention in recent years. We address the increasing fragmentation of PLS-SEM-related research across multiple fields of scientific inquiry by presenting a bibliometric analysis’s results of n = 9,150 documents from the Web of Science database. We identify the main themes by using bibliometric content analysis to explore the PLS-SEM knowledge structure’s definition, its main drivers, and the interplay between the methodology and the application themes over time. Furthermore, we document the dynamics of the PLS-SEM knowledge structure over four periods spanning 1995–2022, unveiling a surge in scientific production and connections among thematic areas due to topic evolution and hybridization. Finally, we investigate the driving forces behind these trends and the relationship between methodology and application themes, providing an integrative view and insights into PLS-SEM research across disciplines

Conceptual model · Econometrics · Geography · Partial least squares regression · Statistics · Structural equation modeling · Thematic map · Computer Science · Digital Marketing and Social Media · Mathematics · Technology Adoption and User Behaviour

  • Analyzing the conceptual model for support for the EU membership in Poland using PLS-SEM

    Open Access•Enrico Ciavolino, Artur Roland Kozłowski et al.•Quality & Quantity•2025

  • A comparative study of CB-SEM and PLS-SEM for theory development in family firm research

    Claudia Binz Astrachan, Vijay K Patel et al.•Journal of Family Business Strategy•2014

  • Partial least squares structural equation modeling in HRM research

    Christian M Ringle, Marko Sarstedt et al.•The International Journal of…•2020

  • Predicting climate change mitigation and adaptation behaviors in agricultural production

    Open Access•Lu Zhang, Jorge Ruiz-Menjivar et al.•Journal of Environmental Psychology•2020

  • On the Emancipation of PLS-SEM

    Marko Sarstedt, Christian M Ringle et al.•Long Range Planning•2014

  • The elephant in the room

    Open Access•Galit Shmueli, Soumya Ray et al.•Journal of Business Research•2016

  • Testing measurement invariance of composites using partial least squares

    Open Access•Jörg Henseler, Christian M Ringle et al.•International Marketing Review•2016

  • Consumer experiences, attitude and behavioral intention toward online food delivery (OFD) services

    Open Access•Vincent Cheow Sern Yeo, See Kwong Goh et al.•Journal of Retailing and Consumer…•2017

  • “Pls-Sem

    Marko Sarstedt, Joseph F Hair et al.•Journal of Marketing Theory and…•2023

  • On Comparing Results from CB-SEM and PLS-SEM

    Open Access•Edward E Rigdon, Marko Sarstedt et al.•Marketing ZFP•2017

  • How to Specify, Estimate, and Validate Higher-Order Constructs in PLS-SEM

    Open Access•Marko Sarstedt, Joseph F Hair et al.•Australasian Marketing Journal•2019

  • PLS path modeling

    Open Access•Michel Tenenhaus, Vincenzo Esposito Vinzi et al.•Computational Statistics & Data…•2005

  • Consistent Partial Least Squares Path Modeling1

    Theo K Dijkstra, Jörg Henseler•MIS Quarterly•2015

  • A perspective on using partial least squares structural equation modelling in data articles

    Open Access•Christian M Ringle, Marko Sarstedt et al.•Data in Brief•2023

  • Finding community structure in networks using the eigenvectors of matrices

    Open Access•M E J Newman•Physical Review E•2006

  • Beyond a tandem analysis of SEM and PROCESS

    Open Access•Marko Sarstedt, Joseph F Hair et al.•Market Research Society Journal•2020

  • Identifying and treating unobserved heterogeneity with Fimix-PLS

    Open Access•Joe F Hair, Jr Joe F Hair et al.•European Business Review•2016

  • Convergent validity assessment of formatively measured constructs in PLS-SEM

    Open Access•Jun‐hwa Cheah, Marko Sarstedt et al.•International Journal of…•2018

  • Lateral Collinearity and Misleading Results in Variance-Based SEM

    Ned Kock, Gary S Lynn et al.•Journal of the Association for…•2012

  • The impact of green human resource management and green supply chain management practices on sustainable performance

    Open Access•Ahmed Adnan Zaid, Ayham A M Jaaron et al.•Journal of Cleaner Production•2018

  • How to improve firm performance using big data analytics capability and business strategy alignment?

    Open Access•Shahriar Akter, Samuel Fosso Wamba et al.•International Journal of…•2016

  • Improving PLS-SEM use for business marketing research

    Open Access•Peter Guenther, Miriam Guenther et al.•Industrial Marketing Management•2023

  • Tips to use partial least squares structural equation modelling (PLS-SEM) in knowledge management

    Open Access•Gabriel Cepeda Carrión, Gabriel Cepeda-Carrión et al.•Journal of Knowledge Management•2019

  • Partial least squares structural equation modeling (PLS-SEM)

    Marko Sarstedt, Christian M Ringle et al.•Journal of Family Business Strategy•2014

  • A Partial Least Squares Latent Variable Modeling Approach for Measuring Interaction Effects

    Wynne W Chin, Barbara L Marcolin et al.•Information Systems Research•2003

  • Exploring Students’ Acceptance of E-Learning Through the Development of a Comprehensive Technology Acceptance Model

    Open Access•Said A Salloum, Ahmad Qasim Mohammad AlHamad et al.•IEEE Access•2019

  • Co-word analysis as a tool for describing the network of interactions between basic and technological research

    Open Access•Michel Callon, J Courtial et al.•Scientometrics•1991

  • An updated and expanded assessment of PLS-SEM in information systems research

    Open Access•Joe Hair, Joe F Hair et al.•Industrial Management & Data…•2017

  • Exploring the influential factors of continuance intention to use mobile Apps

    Open Access•Carlos Tam, Diogo Santos et al.•Information Systems Frontiers•2020

  • Specifying Formative Constructs in Information Systems Research1

    Stacie Petter, Detmar Straub et al.•MIS Quarterly•2007

  • Estimation issues with PLS and CBSEM

    Open Access•Marko Sarstedt, Joseph F Hair et al.•Journal of Business Research•2016

  • Minimum sample size estimation in PLS‐SEM

    Open Access•Ned Kock, Pierre Hadaya•Information Systems Journal•2018

  • Confirmatory tetrad analysis in PLS path modeling

    Open Access•Siegfried P Gudergan, Christian M Ringle et al.•Journal of Business Research•2008

  • An assessment of the use of partial least squares structural equation modeling (PLS-SEM) in hospitality research

    Open Access•Faizan Ali, Mostafa Rasoolimanesh et al.•International Journal of…•2018

  • An approach for detecting, quantifying, and visualizing the evolution of a research field

    Open Access•Manuel J Cobo, A G López‐Herrera et al.•Journal of Informetrics•2011

  • Exploring the relationship between big data analytics capability and competitive performance

    Open Access•Patrick Mikalef, John Krogstie et al.•Information & Management•2020

  • Years at Knowledge-Based Systems

    Open Access•Manuel J Cobo, M Ángeles Martínez et al.•Knowledge-Based Systems•2015

  • Mediation analysis in partial least squares path modeling

    Open Access•Christian Nitzl, José L Roldán et al.•Industrial Management & Data…•2016

  • Demystifying the role of causal-predictive modeling using partial least squares structural equation modeling in information systems research

    Open Access•Wynne W Chin, Wynne Chin et al.•Industrial Management & Data…•2020

  • Using PLS Path Modeling for Assessing Hierarchical Construct Models

    Martin Wetzels, Odekerken-Schröder Odekerken-Schröder et al.•MIS Quarterly•2009

  • Gain more insight from your PLS-SEM results

    Open Access•Christian M Ringle, Marko Sarstedt•Industrial Management & Data…•2016

  • Computing Communities in Large Networks Using Random Walks

    Open Access•Pascal Pons, Matthieu Latapy•Journal of Graph Algorithms and…•2006

  • Understanding the effects of gratifications on the continuance intention to use WeChat in China

    Open Access•Chunmei Gan, Hongxiu Li•Computers in Human Behavior•2018

  • Progress in partial least squares structural equation modeling use in marketing research in the last decade

    Open Access•Marko Sarstedt, Joseph F Hair et al.•Psychology and Marketing•2022

  • Mobile technology acceptance model

    Open Access•Keng-Boon Ooi, Garry Wei-Han Tan•Expert Systems with Applications•2016

  • Common Beliefs and Reality About PLS

    Open Access•Jörg Henseler, Theo K Dijkstra et al.•Organizational Research Methods•2014

  • Consistent and asymptotically normal PLS estimators for linear structural equations

    Open Access•Theo K Dijkstra, Jörg Henseler•Computational Statistics & Data…•2015

  • Collaborative consumption

    Open Access•Mareike Möhlmann•Journal of Consumer Behaviour•2015

  • A Comparative Analysis of Community Detection Algorithms on Artificial Networks

    Open Access•Zhao Yang, René Algesheimer et al.•Scientific Reports•2016

  • Emotional intelligence, job satisfaction, well‐being and engagement

    Open Access•Yvonne Brunetto, Stephen Teo et al.•Human Resource Management Journal•2012

  • Assessing measurement model quality in PLS-SEM using confirmatory composite analysis

    Open Access•Joe F Hair, M C Howard et al.•Journal of Business Research•2020

  • Bibliometrix

    Open Access•Massimo Aria, Corrado Cuccurullo•Journal of Informetrics•2017

  • An assessment of the use of partial least squares structural equation modeling in marketing research

    Open Access•Joe F Hair, Marko Sarstedt et al.•Journal of the Academy of…•2012

  • User Acceptance of Information Technology

    Viswanath Venkatesh, Venkatesh Venkatesh et al.•MIS Quarterly•2003

  • A new criterion for assessing discriminant validity in variance-based structural equation modeling

    Open Access•Jörg Henseler, Christian M Ringle et al.•Journal of the Academy of…•2015

  • Using PLS path modeling in new technology research

    Open Access•Jörg Henseler, Geoffrey Hubona et al.•Industrial Management & Data…•2016

  • When to use and how to report the results of PLS-SEM

    Open Access•Joseph F Hair, Jeffrey J Risher et al.•European Business Review•2019

  • Semopy

    Anna A Igolkina, Georgy Meshcheryakov•Structural Equation Modeling: A…•2020

  • Evaluating E-learning systems success

    Open Access•Dimah Al-Fraihat, Mike Joy et al.•Computers in Human Behavior•2020

  • The roles of trust, personalization, loss of privacy, and anthropomorphism in public acceptance of smart healthcare services

    Open Access•Kaifeng Liu, Da Tao•Computers in Human Behavior•2022

  • CB-SEM vs PLS-SEM methods for research in social sciences and technology forecasting

    Open Access•Ganesh Dash, Justin Paul•Technological Forecasting and…•2021

  • This fast car can move faster

    Open Access•Majid Ghasemy, Viraiyan Teeroovengadum et al.•Higher Education•2020

  • Online food delivery services and behavioural intention – a test of an integrated TAM and TPB framework

    Open Access•Ciro Troise, Aidan O'Driscoll et al.•British Food Journal•2020

  • Impact of the perceived risk from Covid-19 on intention to travel

    Sandra María Sánchez Cañizare, Luis Javier Cabeza-Ramírez et al.•Current Issues in Tourism•2020

  • When predictors of outcomes are necessary

    Open Access•Nicole Richter, Nicole Franziska Richter et al.•Industrial Management & Data…•2020

  • A model of perceived image, memorable tourism experiences and revisit intention

    Open Access•Hongmei Zhang, Yan Wu et al.•Journal of Destination Marketing…•2017

  • Comparing keywords plus of WOS and author keywords

    Open Access•Juan Zhang, Qi Yu et al.•Journal of the Association for…•2015

  • Methodological research on partial least squares structural equation modeling (PLS-SEM)

    Open Access•Gohar F Khan, Marko Sarstedt et al.•Internet Research•2019

  • The effect of selfie promotion and celebrity endorsed advertisement on decision-making processes

    Open Access•Jun‐hwa Cheah, Hiram Ting et al.•Internet Research•2019

  • Correspondence & Co-Word Analysis of Ten Years of Bms Articles (1993-2003)

    Open Access•Karl M Van Meter, Philippe Cibois et al.•Bulletin of Sociological…•2004

  • Tackling Cyclicity in Causal Models with Cross-Sectional Data Using a Partial Least Squares Approach

    Open Access•Giuseppe Lamberti, Jordi López-Sintas et al.•Social Indicators Research•2024

  • Structural equation modeling for indicators of sustainable agriculture

    Open Access•Apurbo Sarkar, Jony Abdul Azim et al.•Land Use Policy•2021

  • Experience-involvement, memorability and authenticity

    Open Access•Anita Zatori, Melanie Kay Smith et al.•Tourism Management•2018

  • An integrative model of consumers' intentions to purchase travel online

    Open Access•Suzanne Amaro, Paulo Duarte•Tourism Management•2015

  • Investigating acceptance of telemedicine services through an extended technology acceptance model (TAM)

    Open Access•Syeda Ayesha Kamal, Muhammad Shafiq et al.•Technology in Society•2020

  • A tale of PLS Structural Equation Modelling

    Open Access•Enrico Ciavolino, Massimo Aria et al.•Social Indicators Research•2022

Unique citing works1
Citations per year1
Citation span2025 - 2025 (1)
Citation velocityrecent
Highly citedNo
Citation typesNeutral: 1

Tools

Open DOIOpen Access
Ethnos_APP • Open Source Project • MIT License • Frontend v2.0.0 • Privacy and Cookies • API Documentation: api.ethnos.app/docs • API Source Code: GitHub • DOI: 10.5281/zenodo.17049435 • Frontend Source Code: GitHub • DOI: 10.5281/zenodo.17050053 • cruz.rio.br • Expectantes Misericordiae